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DAG-level `on_failure_callback` never fires
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### Apache Airflow version
3.1.7
### If "Other Airflow 3 version" selected, which one?
_No response_
### What happened?
DAG-level `on_failure_callback` does not fire in Airflow 3.1.7 with KubernetesExecutor.
Task-level `on_failure_callback` (via `default_args`) works correctly — it fires on the worker pod.
### Observations
1. **DagRun reaches `failed` state** — confirmed via `SELECT state FROM dag_run`. The `last_scheduling_decision` and `end_date` are within milliseconds of each other.
2. **`has_on_failure_callback` is present in serialized data** — confirmed via `SELECT data::text LIKE '%has_on_failure_callback%' FROM serialized_dag`.
3. **Scheduler DEBUG logs show `"callback is empty"` for every DagRun** — this is the log from `_send_dag_callbacks_to_processor` when `callback_to_run` is `None`, meaning `update_state()` returned no callback.
4. **DAG processor logs show no callback-related activity** — only routine DAG file parsing (`Setting next_dagrun ... to None`).
### What you think should happen instead?
When `on_failure_callback` is set on a DAG and the DagRun fails, the callback should fire. This worked in Airflow 2.x.
### How to reproduce
1. Create a DAG with `on_failure_callback` set at the DAG level:
```python
from datetime import datetime
from airflow.sdk import DAG
from airflow.providers.standard.operators.python import PythonOperator
def my_callback(context):
print("DAG failure callback fired")
def task_that_fails():
raise ValueError("Intentional error")
with DAG(
dag_id="test-dag-level-callback",
schedule=None,
start_date=datetime(2025, 1, 1),
catchup=False,
on_failure_callback=[my_callback],
) as dag:
PythonOperator(
task_id="task_that_fails",
python_callable=task_that_fails,
)
```
2. Trigger the DAG. The task fails, the DagRun is marked as `failed`.
3. The DAG-level `on_failure_callback` never fires. No output in scheduler logs, DAG processor logs, or task logs.
4. Enable DEBUG logging on the sche…
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